Integrating multi-omics data reveals function and therapeutic potential of deubiquitinating enzymes

Elife. 2022 Jun 23:11:e72879. doi: 10.7554/eLife.72879.

Abstract

Deubiquitinating enzymes (DUBs), ~100 of which are found in human cells, are proteases that remove ubiquitin conjugates from proteins, thereby regulating protein turnover. They are involved in a wide range of cellular activities and are emerging therapeutic targets for cancer and other diseases. Drugs targeting USP1 and USP30 are in clinical development for cancer and kidney disease respectively. However, the majority of substrates and pathways regulated by DUBs remain unknown, impeding efforts to prioritize specific enzymes for research and drug development. To assemble a knowledgebase of DUB activities, co-dependent genes, and substrates, we combined targeted experiments using CRISPR libraries and inhibitors with systematic mining of functional genomic databases. Analysis of the Dependency Map, Connectivity Map, Cancer Cell Line Encyclopedia, and multiple protein-protein interaction databases yielded specific hypotheses about DUB function, a subset of which were confirmed in follow-on experiments. The data in this paper are browsable online in a newly developed DUB Portal and promise to improve understanding of DUBs as a family as well as the activities of incompletely characterized DUBs (e.g. USPL1 and USP32) and those already targeted with investigational cancer therapeutics (e.g. USP14, UCHL5, and USP7).

Keywords: CRISPR; Cancer Dependency Map; biochemistry; bioinformatics; cancer; chemical biology; computational biology; deubiquitinating enzyme; human; inhibitor; systems biology.

Publication types

  • Research Support, U.S. Gov't, Non-P.H.S.
  • Research Support, N.I.H., Extramural

MeSH terms

  • Deubiquitinating Enzymes / genetics
  • Deubiquitinating Enzymes / metabolism
  • Endopeptidases / genetics
  • Endopeptidases / metabolism
  • Humans
  • Mitochondrial Proteins / metabolism
  • Neoplasms* / drug therapy
  • Proteolysis
  • Thiolester Hydrolases / metabolism
  • Ubiquitin Thiolesterase / genetics
  • Ubiquitin Thiolesterase / metabolism
  • Ubiquitin* / metabolism
  • Ubiquitin-Specific Peptidase 7 / metabolism
  • Ubiquitination

Substances

  • Mitochondrial Proteins
  • USP14 protein, human
  • Ubiquitin
  • Usp30 protein, human
  • Thiolester Hydrolases
  • Endopeptidases
  • Deubiquitinating Enzymes
  • USP7 protein, human
  • Ubiquitin Thiolesterase
  • Ubiquitin-Specific Peptidase 7